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Gonçalves Soares A, Santos S, Seyve E, Nedelec R, Puhakka S, Eloranta AM, Mikkonen S, Yuan WL, Lawlor DA, Heron J, Vrijheid M, Lepeule J, Nieuwenhuijsen M, Fossati S, Jaddoe VW, Lakka T, Sebert S, Heude B, Felix JF, Elhakeem A, Timpson NJ. Prenatal Urban Environment and Blood Pressure Trajectories From Childhood to Early Adulthood. JACC. ADVANCES 2024; 3:100808. [PMID: 38939392 PMCID: PMC11198279 DOI: 10.1016/j.jacadv.2023.100808] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 09/25/2023] [Accepted: 10/23/2023] [Indexed: 06/29/2024]
Abstract
Background Prenatal urban environmental exposures have been associated with blood pressure in children. The dynamic of these associations across childhood and later ages is unknown. Objectives The purpose of this study was to assess associations of prenatal urban environmental exposures with blood pressure trajectories from childhood to early adulthood. Methods Repeated measures of systolic blood pressure (SBP) and diastolic blood pressure (DBP) were collected in up to 7,454 participants from a UK birth cohort. Prenatal urban exposures (n = 43) covered measures of noise, air pollution, built environment, natural spaces, traffic, meteorology, and food environment. An exposome-wide association study approach was used. Linear spline mixed-effects models were used to model associations of each exposure with trajectories of blood pressure. Replication was sought in 4 independent European cohorts (up to 9,261). Results In discovery analyses, higher humidity was associated with a faster increase (mean yearly change in SBP for an interquartile range increase in humidity: 0.29 mm Hg/y, 95% CI: 0.20-0.39) and higher temperature with a slower increase (mean yearly change in SBP per interquartile range increase in temperature: -0.17 mm Hg/y, 95% CI: -0.28 to -0.07) in SBP in childhood. Higher levels of humidity and air pollution were associated with faster increase in DBP in childhood and slower increase in adolescence. There was little evidence of an association of other exposures with change in SBP or DBP. Results for humidity and temperature, but not for air pollution, were replicated in other cohorts. Conclusions Replicated findings suggest that higher prenatal humidity and temperature could modulate blood pressure changes across childhood.
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Affiliation(s)
- Ana Gonçalves Soares
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Susana Santos
- The Generation R Study Group, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Pediatrics, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, The Netherlands
- EPIUnit - Instituto de Saúde Pública, Universidade do Porto, Porto, Portugal
- Laboratório para a Investigação Integrativa e Translacional em Saúde Populacional (ITR), Universidade do Porto, Porto, Portugal
| | - Emie Seyve
- Inserm, CNRS, Institute for Advanced Biosciences, Grenoble Alpes University, Grenoble, France
- Université Paris Cité and Université Sorbonne Paris Nord, Inserm, INRAE, Center for Research in Epidemiology and StatisticS (CRESS), Paris, France
| | - Rozenn Nedelec
- Faculty of Medicine, Research Unit of Population Health, University of Oulu, Oulu, Finland
| | - Soile Puhakka
- Faculty of Medicine, Research Unit of Population Health, University of Oulu, Oulu, Finland
- Department of Sports and Exercise Medicine, Oulu Deaconess Institute, Oulu, Finland
| | - Aino-Maija Eloranta
- Institute of Public Health and Clinical Nutrition, School of Medicine, University of Eastern Finland, Kuopio, Finland
- Institute of Biomedicine, School of Medicine, University of Eastern Finland, Kuopio, Finland
- Department of Medicine, Endocrinology and Clinical Nutrition, Kuopio University Hospital, Kuopio, Finland
| | - Santtu Mikkonen
- Department of Technical Physics, University of Eastern Finland, Kuopio, Finland
- Department of Environmental and Biological Sciences, University of Eastern Finland, Kuopio, Finland
| | - Wen Lun Yuan
- Université Paris Cité and Université Sorbonne Paris Nord, Inserm, INRAE, Center for Research in Epidemiology and StatisticS (CRESS), Paris, France
- Singapore Institute for Clinical Sciences, Agency for Science, Technology, and Research (A∗STAR), Singapore, Singapore
| | - Deborah A. Lawlor
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Jon Heron
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Martine Vrijheid
- Barcelona Institute for Global Health (ISGlobal), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
| | - Johanna Lepeule
- Inserm, CNRS, Institute for Advanced Biosciences, Grenoble Alpes University, Grenoble, France
| | - Mark Nieuwenhuijsen
- Barcelona Institute for Global Health (ISGlobal), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
| | - Serena Fossati
- Barcelona Institute for Global Health (ISGlobal), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
| | - Vincent W.V. Jaddoe
- The Generation R Study Group, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Pediatrics, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Timo Lakka
- Institute of Biomedicine, School of Medicine, University of Eastern Finland, Kuopio, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
- Foundation for Research in Health Exercise and Nutrition, Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
| | - Sylvain Sebert
- Faculty of Medicine, Research Unit of Population Health, University of Oulu, Oulu, Finland
| | - Barbara Heude
- Université Paris Cité and Université Sorbonne Paris Nord, Inserm, INRAE, Center for Research in Epidemiology and StatisticS (CRESS), Paris, France
| | - Janine F. Felix
- The Generation R Study Group, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Pediatrics, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Ahmed Elhakeem
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Nicholas J. Timpson
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
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Grenville J, Granell R, Dodd J. Lung function and cognitive ability in children: a UK birth cohort study. BMJ Open Respir Res 2023; 10:10/1/e001528. [PMID: 37130649 PMCID: PMC10163472 DOI: 10.1136/bmjresp-2022-001528] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 03/10/2023] [Indexed: 05/04/2023] Open
Abstract
BACKGROUND Decreased adult lung function is associated with subsequent impairment in cognition. A similar relationship in early life could be of great policy importance, since childhood cognitive ability determines key adult outcomes, including socioeconomic status and mortality. We aimed to expand the very limited data available on this relationship in children, and hypothesised that reduced lung function would be longitudinally associated with decreased cognitive ability. METHODS Lung function was measured at age 8 (forced expiratory volume in one second (FEV1), forced vital capacity (FVC); % predicted), and cognitive ability was measured at ages 8 (Wechsler Intelligence Scale for Children, third edition) and 15 (Wechsler Abbreviated Scale of Intelligence), in the Avon Longitudinal Study of Parents and Children. Potential confounders were identified as preterm birth, birth weight, breastfeeding duration, prenatal maternal smoking, childhood environmental tobacco smoke exposure, socioeconomic status and prenatal/childhood air pollution exposure. Univariable and multivariable linear models (n range=2332-6672) were fitted to assess the cross-sectional and longitudinal associations of lung function with cognitive ability, and change in cognitive ability between ages 8 and 15. RESULTS In univariate analyses, both FEV1 and FVC at age 8 were associated with cognitive ability at both ages, but after adjustment, only FVC was associated with full-scale IQ (FSIQ) at ages 8 (β=0.09 (95% CI 0.05 to 0.12; p<0.001)) and 15 (β=0.06 (0.03 to 0.10; p=0.001)). We did not find evidence of an association between either lung function parameter and interval change in standardised FSIQ. DISCUSSION Reduced FVC, but not FEV1, is independently associated with decreased cognitive ability in children. This low-magnitude association attenuates between ages 8 and 15, while no association is evident with longitudinal change in cognitive ability. Our results support a link between FVC and cognition across the life course, possibly due to shared genetic or environmental risk, rather than causation.
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Affiliation(s)
- Jack Grenville
- Respiratory Medicine, Cardiff and Vale University Health Board, Cardiff, Wales, UK
| | - Raquel Granell
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - James Dodd
- Academic Respiratory Unit, University of Bristol, Bristol, UK
- Respiratory Medicine, North Bristol NHS Trust, Bristol, UK
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Lothrop N, Lopez-Galvez N, Canales RA, O’Rourke MK, Guerra S, Beamer P. Sampling Low Air Pollution Concentrations at a Neighborhood Scale in a Desert U.S. Metropolis with Volatile Weather Patterns. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19063173. [PMID: 35328861 PMCID: PMC8949442 DOI: 10.3390/ijerph19063173] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 03/03/2022] [Accepted: 03/04/2022] [Indexed: 11/23/2022]
Abstract
Background: Neighborhood-scale air pollution sampling methods have been used in a range of settings but not in low air pollution airsheds with extreme weather events such as volatile precipitation patterns and extreme summer heat and aridity—all of which will become increasingly common with climate change. The desert U.S. metropolis of Tucson, AZ, has historically low air pollution and a climate marked by volatile weather, presenting a unique opportunity. Methods: We adapted neighborhood-scale air pollution sampling methods to measure ambient NO2, NOx, and PM2.5 and PM10 in Tucson, AZ. Results: The air pollution concentrations in this location were well below regulatory guidelines and those of other locations using the same methods. While NO2 and NOx were reliably measured, PM2.5 measurements were moderately correlated with those from a collocated reference monitor (r = 0.41, p = 0.13), potentially because of a combination of differences in inlet heights, oversampling of acutely high PM2.5 events, and/or pump operation beyond temperature specifications. Conclusion: As the climate changes, sampling methods should be reevaluated for accuracy and precision, especially those that do not operate continuously. This is even more critical for low-pollution airsheds, as studies on low air pollution concentrations will help determine how such ambient exposures relate to health outcomes.
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Affiliation(s)
- Nathan Lothrop
- Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ 85721, USA; (N.L.-G.); (M.K.O.); (S.G.)
- Correspondence:
| | - Nicolas Lopez-Galvez
- Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ 85721, USA; (N.L.-G.); (M.K.O.); (S.G.)
- School of Public Health, San Diego State University, San Diego, CA 92182, USA;
| | - Robert A. Canales
- Program in Applied Mathematics, University of Arizona, Tucson, AZ 85721, USA;
| | - Mary Kay O’Rourke
- Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ 85721, USA; (N.L.-G.); (M.K.O.); (S.G.)
| | - Stefano Guerra
- Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ 85721, USA; (N.L.-G.); (M.K.O.); (S.G.)
- Asthma and Airway Disease Research Center, College of Medicine, University of Arizona, Tucson, AZ 85721, USA
| | - Paloma Beamer
- School of Public Health, San Diego State University, San Diego, CA 92182, USA;
- Asthma and Airway Disease Research Center, College of Medicine, University of Arizona, Tucson, AZ 85721, USA
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Fecht D, Garwood K, Butters O, Henderson J, Elliott P, Hansell AL, Gulliver J. Automation of cleaning and reconstructing residential address histories to assign environmental exposures in longitudinal studies. Int J Epidemiol 2021; 49 Suppl 1:i49-i56. [PMID: 32293006 PMCID: PMC7158063 DOI: 10.1093/ije/dyz180] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2019] [Accepted: 08/09/2019] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND We have developed an open-source ALgorithm for Generating Address Exposures (ALGAE) that cleans residential address records to construct address histories and assign spatially-determined exposures to cohort participants. The first application of this algorithm was to construct prenatal and early life air pollution exposure for individuals of the Avon Longitudinal Study of Parents and Children (ALSPAC) in the South West of England, using previously estimated particulate matter ≤10 µm (PM10) concentrations. METHODS ALSPAC recruited 14 541 pregnant women between 1991 and 1992. We assigned trimester-specific estimated PM10 exposures for 12 752 pregnancies, and first year of life exposures for 12 525 births, based on maternal residence and residential mobility. RESULTS Average PM10 exposure was 32.6 µg/m3 [standard deviation (S.D.) 3.0 µg/m3] during pregnancy and 31.4 µg/m3 (S.D. 2.6 µg/m3) during the first year of life; 6.7% of women changed address during pregnancy, and 18.0% moved during first year of life of their infant. Exposure differences ranged from -5.3 µg/m3 to 12.4 µg/m3 (up to 26% difference) during pregnancy and -7.22 µg/m3 to 7.64 µg/m3 (up to 27% difference) in the first year of life, when comparing estimated exposure using the address at birth and that assessed using the complete cleaned address history. For the majority of individuals exposure changed by <5%, but some relatively large changes were seen both in pregnancy and in infancy. CONCLUSIONS ALGAE provides a generic and adaptable, open-source solution to clean addresses stored in a cohort contact database and assign life stage-specific exposure estimates with the potential to reduce exposure misclassification.
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Affiliation(s)
- Daniela Fecht
- UK Small Area Health Statistics Unit, MRC-PHE Centre for Environment & Health, Imperial College London, London, UK
| | - Kevin Garwood
- UK Small Area Health Statistics Unit, MRC-PHE Centre for Environment & Health, Imperial College London, London, UK
| | - Oliver Butters
- Avon Longitudinal Study of Parents and Children, University of Bristol, Bristol, UK.,Institute of Health and Society, Newcastle University, Newcastle upon Tyne, UK
| | - John Henderson
- Avon Longitudinal Study of Parents and Children, University of Bristol, Bristol, UK
| | - Paul Elliott
- UK Small Area Health Statistics Unit, MRC-PHE Centre for Environment & Health, Imperial College London, London, UK.,Imperial College Healthcare NHS Trust, London, UK
| | - Anna L Hansell
- UK Small Area Health Statistics Unit, MRC-PHE Centre for Environment & Health, Imperial College London, London, UK.,Centre for Environmental Health and Sustainability, George Davies Centre, University of Leicester, Leicester, UK
| | - John Gulliver
- UK Small Area Health Statistics Unit, MRC-PHE Centre for Environment & Health, Imperial College London, London, UK.,Centre for Environmental Health and Sustainability, George Davies Centre, University of Leicester, Leicester, UK
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Pu X, Wang L, Chen L, Pan J, Tang L, Wen J, Qiu H. Differential effects of size-specific particulate matter on lower respiratory infections in children: A multi-city time-series analysis in Sichuan, China. ENVIRONMENTAL RESEARCH 2021; 193:110581. [PMID: 33309823 DOI: 10.1016/j.envres.2020.110581] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/09/2020] [Revised: 11/23/2020] [Accepted: 12/01/2020] [Indexed: 05/08/2023]
Abstract
Evidence on the short-term effects of size-specific particulate matter with aerodynamic diameter ≤2.5 μm (PM2.5), ≤10 μm (PM10), and their difference (PMC) on children's Lower Respiratory Infections (LRI) is scare. This study aimed to estimate the differential effects of three size-specific PM on hospitalizations of children aged <18 years for pneumonia and bronchitis in 18 cities of southwestern China. The city-specific association was firstly estimated using the over-dispersed generalized additive model and then combined to obtain the regional average association. Further, to evaluate the robustness of the key findings, subgroup analyses and co-pollutant models were constructed. PM-related risks of LRI differed by PM fractions and cause-specific LRI. A 10 μg/m3 increment in PM2.5_lag03, PM10_lag06, and PMC_lag06 was associated with a 0.79% (95% CI: 0.29%, 1.29%), 0.77% (95% CI: 0.13%, 1.41%), and 2.33% (95% CI: 1.23%, 3.44%) increase in children's LRI hospitalizations, respectively. After adjustment for gaseous pollutants, adverse effects of the three types of size-specific PM on pneumonia hospitalizations were stable, ranging from 0.29% (95% CI: 0.05%, 0.54%) for PM2.5-2.50% (95% CI: 1.38%, 3.64%) for PMC. Additionally, PMC-related risk of bronchitis hospitalizations remained stable after adjustment for gaseous pollutants. Associations of pneumonia with PMC and PM10 in infants, bronchitis with PM2.5 in children aged 6-17 years, pneumonia and bronchitis with PM2.5, PMC, and PM10 in children aged 1-5 years were all statistical significant. Specifically, the effects of PM2.5 on LRI hospitalizations increased by age, with the highest effect of 1.72% (95%CI: 1.01%, 2.43%) in children aged 6-17 years. Our study provided evidence for short-term effects of different PM fractions on children LRI hospitalizations in Southwestern China, which will be useful for making and promoting policies on air quality standards in order to protect children's health.
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Affiliation(s)
- Xiaorong Pu
- School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China; Big Data Research Center, University of Electronic Science and Technology of China, Chengdu, China
| | - Liya Wang
- Big Data Research Center, University of Electronic Science and Technology of China, Chengdu, China
| | - Lina Chen
- West China Second University Hospital, Sichuan University, Chengdu, China
| | - Jingping Pan
- Health Information Center of Sichuan Province, Chengdu, China
| | - Lei Tang
- School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China
| | - Jing Wen
- Glasgow College, University of Electronic Science and Technology of China, Chengdu, China
| | - Hang Qiu
- School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China; Big Data Research Center, University of Electronic Science and Technology of China, Chengdu, China.
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Chen Y, Hodgson S, Gulliver J, Granell R, Henderson AJ, Cai Y, Hansell AL. Trimester effects of source-specific PM 10 on birth weight outcomes in the Avon Longitudinal Study of Parents and Children (ALSPAC). Environ Health 2021; 20:4. [PMID: 33413476 PMCID: PMC7788701 DOI: 10.1186/s12940-020-00684-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2020] [Accepted: 12/07/2020] [Indexed: 06/12/2023]
Abstract
BACKGROUND Evidence suggests that exposure to particulate matter with aerodynamic diameter less than 10 μm (PM10) is associated with reduced birth weight, but information is limited on the sources of PM10 and exposure misclassification from assigning exposures to place of residence at birth. METHODS Trimester and source-specific PM10 exposures (PM10 from road source, local non-road source, and total source) in pregnancy were estimated using dispersion models and a full maternal residential history for 12,020 births from the Avon longitudinal study of parents and children (ALSPAC) cohort in 1990-1992 in the Bristol area. Information on birth outcomes were obtained from birth records. Maternal sociodemographic and lifestyle factors were obtained from questionnaires. We used linear regression models for continuous outcomes (birth weight, head circumference (HC), and birth length (BL) and logistic regression models for binary outcomes (preterm birth (PTB), term low birth weight (TLBW) and small for gestational age (SGA)). Sensitivity analysis was performed using multiple imputation for missing covariate data. RESULTS After adjustment, interquartile range increases in source specific PM10 from traffic were associated with 17 to 18% increased odds of TLBW in all pregnancy periods. We also found odds of TLBW increased by 40% (OR: 1.40, 95%CI: 1.12, 1.75) and odds of SGA increased by 18% (OR: 1.18, 95%CI: 1.05, 1.32) per IQR (6.54 μg/m3) increase of total PM10 exposure in the third trimester. CONCLUSION This study adds to evidence that maternal PM10 exposures affect birth weight, with particular concern in relation to exposures to PM10 from road transport sources; results for total PM10 suggest greatest effect in the third trimester. Effect size estimates relate to exposures in the 1990s and are higher than those for recent studies - this may relate to reduced exposure misclassification through use of full residential history information, changes in air pollution toxicity over time and/or residual confounding.
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Affiliation(s)
- Yingxin Chen
- Centre for Environmental Health and Sustainability, George Davies Centre, University of Leicester, University Road, Leicester, LE1 7RH UK
| | - Susan Hodgson
- MRC-PHE Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
| | - John Gulliver
- Centre for Environmental Health and Sustainability, George Davies Centre, University of Leicester, University Road, Leicester, LE1 7RH UK
- MRC-PHE Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
| | - Raquel Granell
- MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - A. John Henderson
- MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Yutong Cai
- Nuffield Department of Women’s and Reproductive Health, University of Oxford, Oxford, UK
- Deep Medicine Programme, Oxford Martin School, University of Oxford, Oxford, UK
| | - Anna L. Hansell
- Centre for Environmental Health and Sustainability, George Davies Centre, University of Leicester, University Road, Leicester, LE1 7RH UK
- MRC-PHE Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
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7
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Cai Y, Hansell AL, Granell R, Blangiardo M, Zottoli M, Fecht D, Gulliver J, Henderson AJ, Elliott P. Prenatal, Early-Life, and Childhood Exposure to Air Pollution and Lung Function: The ALSPAC Cohort. Am J Respir Crit Care Med 2020; 202:112-123. [PMID: 32142356 DOI: 10.1164/rccm.201902-0286oc] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Rationale: Exposure to air pollution during intrauterine development and through childhood may have lasting effects on respiratory health.Objectives: To investigate lung function at ages 8 and 15 years in relation to air pollution exposures during pregnancy, infancy, and childhood in a UK population-based birth cohort.Methods: Individual exposures to source-specific particulate matter ≤10 μm in aerodynamic diameter (PM10) during each trimester, 0-6 months, 7-12 months (1990-1993), and up to age 15 years (1991-2008) were examined in relation to FEV1% predicted and FVC% predicted at ages 8 (n = 5,276) and 15 (n = 3,446) years using linear regression models adjusted for potential confounders. A profile regression model was used to identify sensitive time periods.Measurements and Main Results: We did not find clear evidence of a sensitive exposure period for PM10 from road traffic. At age 8 years, 1 μg/m3 higher exposure during the first trimester was associated with lower FEV1% predicted (-0.826; 95% confidence interval [CI], -1.357 to -0.296) and FVC% predicted (-0.817; 95% CI, -1.357 to -0.276), but similar associations were seen for exposures for other trimesters, 0-6 months, 7-12 months, and 0-7 years. Associations were stronger among boys, as well as children whose mother had a lower education level or smoked during pregnancy. For PM10 from all sources, the third trimester was associated with lower FVC% predicted (-1.312; 95% CI, -2.100 to -0.525). At age 15 years, no adverse associations with lung function were seen.Conclusions: Exposure to road-traffic PM10 during pregnancy may result in small but significant reductions in lung function at age 8 years.
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Affiliation(s)
- Yutong Cai
- MRC Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health, and.,MRC Centre for Environment and Health, Department of Analytical, Environmental and Forensic Sciences, School of Population Health and Environmental Science, King's College London, London, United Kingdom.,The George Institute for Global Health, University of Oxford, Oxford, United Kingdom
| | - Anna L Hansell
- MRC Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health, and.,Centre for Environmental Health and Sustainability, University of Leicester, Leicester, United Kingdom
| | - Raquel Granell
- MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Marta Blangiardo
- MRC Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health, and
| | - Mariagrazia Zottoli
- The George Institute for Global Health, University of Oxford, Oxford, United Kingdom
| | - Daniela Fecht
- MRC Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health, and
| | - John Gulliver
- MRC Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health, and.,Centre for Environmental Health and Sustainability, University of Leicester, Leicester, United Kingdom
| | - A John Henderson
- MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Paul Elliott
- MRC Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health, and.,UK Dementia Research Institute, Imperial College London, London, United Kingdom.,Imperial Biomedical Research Centre, Imperial College London and Imperial College NHS Healthcare Trust, London, United Kingdom.,National Institute for Health Research Health Protection Research Unit in Health Impact of Environmental Hazards, London, United Kingdom; and.,Health Data Research UK - London, London, United Kingdom
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8
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Fuertes E, Markevych I, Thomas R, Boyd A, Granell R, Mahmoud O, Heinrich J, Garcia-Aymerich J, Roda C, Henderson J, Jarvis D. Residential greenspace and lung function up to 24 years of age: The ALSPAC birth cohort. ENVIRONMENT INTERNATIONAL 2020; 140:105749. [PMID: 32380303 DOI: 10.1016/j.envint.2020.105749] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/18/2019] [Revised: 03/23/2020] [Accepted: 04/16/2020] [Indexed: 05/25/2023]
Abstract
BACKGROUND Residing in greener areas is increasingly linked to beneficial health outcomes, but little is known about its effect on respiratory health. OBJECTIVE We examined associations between residential greenness and nearby green spaces with lung function up to 24 years in the UK Avon Longitudinal Study of Parents and Children (ALSPAC) birth cohort. METHODS Lung function was measured by spirometry at eight, 15 and 24 years of age. Greenness levels within circular buffers (100-1000 m) around the birth, eight-, 15- and 24-year home addresses were calculated using the satellite-derived Normalized Difference Vegetation Index and averaged (lifetime greenness). The presence and proportion of green spaces (urban green spaces, forests and agricultural land) within a 300 m buffer was determined. First, associations between repeated greenness and green space variables and repeated lung function parameters were assessed using generalized estimation equations (N = 7094, 47.9% male). Second, associations between lifetime average greenness and lifetime average proportion of green spaces with lung function at 24-years were assessed using linear regression models (N = 1763, 39.6% male). All models were adjusted for individual and environmental covariates. RESULTS Using repeated greenspace and lung function data at eight, 15 and 24 years, greenness in a 100 m buffer was associated with higher FEV1 and FVC (11.4 ml [2.6, 20.3] and 12.2 ml [1.8, 22.7], respectively, per interquartile range increase), as was the presence of urban green spaces in a 300 m buffer (20.3 ml [-0.1, 40.7] and 23.1 ml [-0.3, 46.5] for FEV1 and FVC, respectively). These associations were independent of air pollution, urbanicity and socio-economic status. Lifetime average greenness within a 100 m buffer and proportion of agricultural land within a 300 m buffer were associated with better lung function at 24 years but adjusting for asthma attenuated these associations. DISCUSSION This study provides suggestive evidence that children whose homes are in more vegetated places or are in close proximity of green spaces have better lung function up to 24 years of age.
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Affiliation(s)
- Elaine Fuertes
- National Heart and Lung Institute, Imperial College London, London, United Kingdom.
| | - Iana Markevych
- Institute and Clinic for Occupational, Social and Environmental Medicine, University Hospital, LMU Munich, Munich, Germany; Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Richard Thomas
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Andy Boyd
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Raquel Granell
- MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Osama Mahmoud
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom; Department of Applied Statistics, Helwan University, Cairo, Egypt
| | - Joachim Heinrich
- Institute and Clinic for Occupational, Social and Environmental Medicine, University Hospital, LMU Munich, Munich, Germany; Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany; Allergy and Lung Health Unit, Melbourne School of Population and Global Health, the University of Melbourne, Melbourne, Australia
| | - Judith Garcia-Aymerich
- ISGlobal, Barcelona, Spain; Universitat Pompeu Fabra, Barcelona, Spain; CIBER Epidemiología y Salud Pública, Barcelona, Spain
| | - Célina Roda
- ISGlobal, Barcelona, Spain; Universitat Pompeu Fabra, Barcelona, Spain; CIBER Epidemiología y Salud Pública, Barcelona, Spain; Université de Paris, CRESS (HERA team), INSERM, INRA, F-75004 Paris, France
| | - John Henderson
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Debbie Jarvis
- National Heart and Lung Institute, Imperial College London, London, United Kingdom; MRC-PHE Centre for Environment & Health, Imperial College, London, United Kingdom
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9
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Mizen A, Lyons J, Milojevic A, Doherty R, Wilkinson P, Carruthers D, Akbari A, Lake I, Davies GA, Al Sallakh M, Fry R, Dearden L, Rodgers SE. Impact of air pollution on educational attainment for respiratory health treated students: A cross sectional data linkage study. Health Place 2020; 63:102355. [PMID: 32543438 PMCID: PMC7214342 DOI: 10.1016/j.healthplace.2020.102355] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/20/2020] [Revised: 05/02/2020] [Accepted: 05/06/2020] [Indexed: 12/03/2022]
Abstract
INTRODUCTION There is some evidence that exam results are worse when students are acutely exposed to air pollution. Studies investigating the association between air pollution and academic attainment have been constrained by small sample sizes. METHODS Cross sectional educational attainment data (2009-2015) from students aged 15-16 years in Cardiff, Wales were linked to primary health care data, modelled air pollution and measured pollen data, and analysed using multilevel linear regression models. Annual cohort, school and individual level confounders were adjusted for in single and multi-pollutant/pollen models. We stratified by treatment of asthma and/or Seasonal Allergic Rhinitis (SAR). RESULTS A unit (10μg/m3) increase of short-term exposure to NO2 was associated with 0.044 (95% CI: -0.079, -0.008) reduction of standardised Capped Point Score (CPS) after adjusting for individual and household risk factors for 18,241 students. This association remained statistically significant after controlling for other pollutants and pollen. There was no association of PM2.5, O3, or Pollen with standardised CPS remaining after adjustment. We found no evidence that treatment for asthma or SAR modified the observed NO2 effect on educational attainment. CONCLUSION Our study showed that short-term exposure to traffic-related air pollution, specifically NO2, was associated with detrimental educational attainment for students aged 15-16. Longitudinal investigations in different settings are required to confirm this possible impact and further work may uncover the long-term economic implications, and degree to which impacts are cumulative and permanent.
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Affiliation(s)
- Amy Mizen
- Swansea University Medical School, Singleton Park, Swansea, UK
| | - Jane Lyons
- Swansea University Medical School, Singleton Park, Swansea, UK
| | - Ai Milojevic
- Department of Social and Environmental Health Research, London School of Hygiene and Tropical Medicine, London, UK
| | - Ruth Doherty
- School of GeoSciences, The University of Edinburgh, Edinburgh, UK
| | - Paul Wilkinson
- Department of Social and Environmental Health Research, London School of Hygiene and Tropical Medicine, London, UK
| | | | - Ashley Akbari
- Swansea University Medical School, Singleton Park, Swansea, UK
| | - Iain Lake
- School of Environmental Sciences, University of East Anglia, Norwich, UK
| | | | | | - Richard Fry
- Swansea University Medical School, Singleton Park, Swansea, UK
| | - Lorraine Dearden
- The Institute for Fiscal Studies, 7 Ridgmount Street, London, WC1E 7AE, UK
| | - Sarah E Rodgers
- Department of Public Health and Policy, University of Liverpool, Liverpool, UK.
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10
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Hodgson S, Fecht D, Gulliver J, Iyathooray Daby H, Piel FB, Yip F, Strosnider H, Hansell A, Elliott P. Availability, access, analysis and dissemination of small-area data. Int J Epidemiol 2020; 49 Suppl 1:i4-i14. [PMID: 32293007 PMCID: PMC7158061 DOI: 10.1093/ije/dyz051] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/11/2019] [Indexed: 11/26/2022] Open
Abstract
In this era of 'big data', there is growing recognition of the value of environmental, health, social and demographic data for research. Open government data initiatives are growing in number and in terms of content. Remote sensing data are finding widespread use in environmental research, including in low- and middle-income settings. While our ability to study environment and health associations across countries and continents grows, data protection rules and greater patient control over the use of their data present new challenges to using health data in research. Innovative tools that circumvent the need for the physical sharing of data by supporting non-disclosive sharing of information, or that permit spatial analysis without researchers needing access to underlying patient data can be used to support analyses while protecting data confidentiality. User-friendly visualizations, allowing small-area data to be seen and understood by non-expert audiences, are revolutionizing public and researcher interactions with data. The UK Small Area Health Statistics Unit's Environment and Health Atlas for England and Wales, and the US National Environmental Public Health Tracking Network offer good examples. Open data facilitates user-generated outputs, and 'mash-ups', and user-generated inputs from social media, mobile devices and wearable tech are new data streams that will find utility in future studies, and bring novel dimensions with respect to ethical use of small-area data.
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Affiliation(s)
- Susan Hodgson
- MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London, UK
| | - Daniela Fecht
- MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London, UK
- UK Small Area Health Statistics Unit, MRC-PHE Centre for Environment and Health, Imperial College London, London, UK
| | - John Gulliver
- MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London, UK
| | - Hima Iyathooray Daby
- MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London, UK
- UK Small Area Health Statistics Unit, MRC-PHE Centre for Environment and Health, Imperial College London, London, UK
| | - Frédéric B Piel
- MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London, UK
- UK Small Area Health Statistics Unit, MRC-PHE Centre for Environment and Health, Imperial College London, London, UK
| | - Fuyuen Yip
- Environmental Health Tracking Section, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, USA
| | - Heather Strosnider
- Environmental Health Tracking Section, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, USA
| | - Anna Hansell
- MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London, UK
- UK Small Area Health Statistics Unit, MRC-PHE Centre for Environment and Health, Imperial College London, London, UK
| | - Paul Elliott
- MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London, UK
- UK Small Area Health Statistics Unit, MRC-PHE Centre for Environment and Health, Imperial College London, London, UK
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11
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Johnson L, Thomas R, Vande Hey J, Hansell A, Gulliver J, Taylor C, Golding J, Macleod J, Boyd A. Geographically distributed longitudinal nitrogen dioxide and other air pollution sensor measurements in the Avon Longitudinal Study of Parents and Children cohort catchment area. Wellcome Open Res 2019. [DOI: 10.12688/wellcomeopenres.15468.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Longitudinal cohort studies provide unique opportunities to investigate the health impact of air pollution. We aimed to enhance the Avon Longitudinal Study of Parents and Children (ALSPAC) birth cohort study through the systematic collection of routinely monitored air pollution data collected by local authorities and the Department for Environment, Food and Rural Affairs (DEFRA) using a range of sensor technologies. These sensor data are in themselves not well suited for population epidemiology, rather these data are primarily used for validating and calibrating modelled air pollution concentration data over study areas. In this data note we describe the sources of routine air pollution monitoring data and detail data of pollutants including nitrogen dioxide, nitric oxide, nitrogen oxides, particulate matter, benzene and ozone collated from the local authorities that overlap the ALSPAC catchment area (Bristol, North Somerset, South Gloucestershire and part of Bath and North East Somerset).
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12
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Poma A, Vecchiotti G, Colafarina S, Zarivi O, Arrizza L, Di Carlo P, Di Cola A. Exposure to particle debris generated from passenger and truck tires induces different genotoxicity and inflammatory responses in the RAW 264.7 cell line. PLoS One 2019; 14:e0222044. [PMID: 31504054 PMCID: PMC6736306 DOI: 10.1371/journal.pone.0222044] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2019] [Accepted: 08/20/2019] [Indexed: 12/04/2022] Open
Abstract
A number of studies have shown variable grades of cytotoxicity and genotoxicity in in vitro cell cultures, laboratory animals and humans when directly exposed to particle debris generated from tires. However, no study has compared the effects of particles generated from passenger tires with the effects of particles from truck tires. The aim of this study was to investigate and relate the cyto- and genotoxic effects of different types of particles (PP, passenger tire particles vs. TP, truck tire particles) in vitro using the phagocytic cell line RAW 264.7 (mouse leukaemic monocyte macrophage cell line). The viability of RAW 264.7 cells was determined by the 3- (4,5-dimethylthiazol-2-yl) -5- (3-carboxymethoxyphenyl) -2- (4-sulfophenyl) -2H-tetrazolium (MTS) assay following exposure for 4, 24 and 48 hours to different particle concentrations (10 μg / ml, 25 μg / ml, 50 μg / ml, 100 μg / ml). The effects of particles of passenger and truck tires on cell proliferation and genotoxicity were evaluated by means of the cytokinesis-block micronucleus (CBMN) assay following exposure for 24 hours to different particle concentrations (10 μg / ml, 25 μg / ml, 50 μg / ml, 100 μg / ml). In MTS assay, after 24 hours, it was found that PP induced a 30% decrease in metabolic activity at a concentration of 10 μg/ml, while TP caused reductions of 20% and 10% at concentrations of 10 μg/ml and 50 μg/ml, respectively. At 48 hours after the treatments, we observed increased metabolic activity at 50 μg/ml and 100 μg/ml for the PP while only at 50 μg/ml for the TP. The CBMN assay showed a significant increase in the number of micronuclei in the cells incubated with PP in all experimental conditions, while the cells treated with TP showed a meaningful increase only at 10 μg /ml. We utilized the TNF-α ELISA mouse test to detect the production of tumour necrosis factor-alpha (TNF-α) in RAW 264.7 cells. The effect of passenger and truck particles on TNF-α release was evaluated following exposure for 4 and 24 hours. After 4 hours of incubation, the cells treated with PP and TP at 100 μg / ml showed a slight but significant increase in TNF-α release, while there was a significant increase in the release of TNF-α after 24 hours of incubation with both tire samples in the cells treated with 50 and 100 μg / ml PP. The data obtained show a higher cytotoxic, clastogenic/genotoxic and inflammatory effects of passenger compared to the truck tire particles.
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Affiliation(s)
- Anna Poma
- Department of Life, Health and Environmental Sciences, University of L'Aquila, L'Aquila, Italy
- * E-mail:
| | - Giulia Vecchiotti
- Department of Life, Health and Environmental Sciences, University of L'Aquila, L'Aquila, Italy
| | - Sabrina Colafarina
- Department of Life, Health and Environmental Sciences, University of L'Aquila, L'Aquila, Italy
| | - Osvaldo Zarivi
- Department of Life, Health and Environmental Sciences, University of L'Aquila, L'Aquila, Italy
| | - Lorenzo Arrizza
- Center for Microscopy, University of L'Aquila, L'Aquila, Italy
| | - Piero Di Carlo
- Department of Psychological, Health and Territorial Sciences, University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy
- Center of Excellence on Aging and Translational Medicine—Ce.S.I.—Me.T., University "G. d'Annunzio" of Chieti-Pescara, Chieti, Italy
| | - Alessandra Di Cola
- Tun Abdul Razak Research Centre, Brickendonbury, Hertford, United Kingdom
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13
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Boyd A, Thomas R, Hansell AL, Gulliver J, Hicks LM, Griggs R, Vande Hey J, Taylor CM, Morris T, Golding J, Doerner R, Fecht D, Henderson J, Lawlor DA, Timpson NJ, Macleod J. Data Resource Profile: The ALSPAC birth cohort as a platform to study the relationship of environment and health and social factors. Int J Epidemiol 2019; 48:1038-1039k. [PMID: 31006025 PMCID: PMC6693884 DOI: 10.1093/ije/dyz063] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/20/2019] [Indexed: 11/14/2022] Open
Affiliation(s)
- Andy Boyd
- Avon Longitudinal Study Parents and Children, Population Health Science, University of Bristol, Bristol, UK
| | - Richard Thomas
- Avon Longitudinal Study Parents and Children, Population Health Science, University of Bristol, Bristol, UK
| | - Anna L Hansell
- Centre for Environmental Health and Sustainability, University of Leicester, Leicester, UK
- Small Area Health Statistics Unit (SAHSU), Imperial College London, London, UK
| | - John Gulliver
- Centre for Environmental Health and Sustainability, University of Leicester, Leicester, UK
- Small Area Health Statistics Unit (SAHSU), Imperial College London, London, UK
| | - Lucy Mary Hicks
- ALSPAC Original Cohort Advisory Panel (OCAP), University of Bristol, Bristol, UK
| | - Rebecca Griggs
- ALSPAC Original Cohort Advisory Panel (OCAP), University of Bristol, Bristol, UK
| | - Joshua Vande Hey
- Department of Physics and Astronomy, University of Leicester, Leicester, UK
| | | | - Tim Morris
- MRC Integrative Epidemiology Unit, Population Health Science, University of Bristol, Bristol, UK
| | | | - Rita Doerner
- Avon Longitudinal Study Parents and Children, Population Health Science, University of Bristol, Bristol, UK
| | - Daniela Fecht
- Centre for Environmental Health and Sustainability, University of Leicester, Leicester, UK
| | - John Henderson
- Avon Longitudinal Study Parents and Children, Population Health Science, University of Bristol, Bristol, UK
| | - Debbie A Lawlor
- Avon Longitudinal Study Parents and Children, Population Health Science, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit, Population Health Science, University of Bristol, Bristol, UK
| | - Nicholas J Timpson
- Avon Longitudinal Study Parents and Children, Population Health Science, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit, Population Health Science, University of Bristol, Bristol, UK
| | - John Macleod
- Avon Longitudinal Study Parents and Children, Population Health Science, University of Bristol, Bristol, UK
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14
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Otero-Pregigueiro D, Fernández-Olmo I. Use of CALPUFF to predict airborne Mn levels at schools in an urban area impacted by a nearby manganese alloy plant. ENVIRONMENT INTERNATIONAL 2018; 119:455-465. [PMID: 30031265 DOI: 10.1016/j.envint.2018.07.005] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2018] [Revised: 07/02/2018] [Accepted: 07/03/2018] [Indexed: 06/08/2023]
Abstract
Children are susceptible to the health effects derived from elevated manganese (Mn) environmental exposure; residents living in urban areas where ferromanganese alloy plants are located are usually exposed to high Mn levels. In this work, a dispersion model developed by the USEPA, CALPUFF, has been used to estimate the airborne Mn levels near educational centers located in Santander bay, Northern Spain, an urban area where high Mn levels have been measured in the last decade. The CALPUFF model was validated in a previous work from a multi-site one-year observation dataset. Air manganese levels in 96 primary, secondary and high schools located in Santander bay were estimated using the CALPUFF model for two months corresponding to warm and cold periods using real meteorological data and Mn emission rates corresponding to different emission scenarios. Results show that when the emission scenario that best represented the observations dataset is used, the air Mn levels exceed the WHO guideline (i.e. 150 ng Mn/m3) in 24% and 11% of the studied schools in the cold and warm periods respectively. These exceedances depend on the distance from the FeMn alloy plant and the direction of the prevailing winds. Additional emission scenarios based on the implementation of preventive and corrective measures are simulated and analysed in terms of the number of exceedances of the WHO guideline. The age range of children has been also considered in the analysis.
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Affiliation(s)
- Daniel Otero-Pregigueiro
- Chemical and Biomolecular Engineering Department, University of Cantabria, Avda. Los Castros s/n, 39005 Santander, Cantabria, Spain
| | - Ignacio Fernández-Olmo
- Chemical and Biomolecular Engineering Department, University of Cantabria, Avda. Los Castros s/n, 39005 Santander, Cantabria, Spain.
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